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<meta http-equiv="content-type" content="text/html; charset=utf-8" name="description" content="GPTIPS 2 pareto report" name="author" content="Dominic Searson"/>
<title>GPTIPS pareto front report.</title>
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<script type="text/javascript">google.load('visualization', '1', {packages: ['table']});
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<script type="text/javascript">
function drawPerformanceTable() {
var data = new google.visualization.DataTable();
data.addColumn('number','Model ID');
data.addColumn('number','Goodness of fit (R<sup>2</sup>)');
data.addColumn('number','Model complexity');
data.addColumn('string','Model');
data.addRows(26);
data.setCell(0,0, 7);
data.setCell(0,1, 1);
data.setCell(0,2, 70);
data.setCell(0,3, '1.12 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span> - 2.88 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.291 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> + 0.929 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span>) - 1.12 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 0.581 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 0.523 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.88 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 0.291');
data.setCell(1,0, 36);
data.setCell(1,1, 1);
data.setCell(1,2, 67);
data.setCell(1,3, '1.2 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span> - 2.8 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.34 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> - 1.2 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 0.68 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.41 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.8 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 0.34');
data.setCell(2,0, 37);
data.setCell(2,1, 1);
data.setCell(2,2, 62);
data.setCell(2,3, '0.642 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span> - 3.36 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 6.41 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span>) - 0.642 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 0.00103 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 4.72 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 3.36 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.67e-11');
data.setCell(3,0, 63);
data.setCell(3,1, 1);
data.setCell(3,2, 64);
data.setCell(3,3, '0.983 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span> - 3.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.204 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> + 2.58 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span>) - 0.983 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 0.408 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.05 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 3.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 0.204');
data.setCell(4,0, 65);
data.setCell(4,1, 0.401);
data.setCell(4,2, 30);
data.setCell(4,3, '0.678 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span>) - 0.173 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span> + 0.145 x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 0.345 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 7.24e-4');
data.setCell(5,0, 103);
data.setCell(5,1, 1);
data.setCell(5,2, 59);
data.setCell(5,3, '0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 2.77 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) + 7.65e-6 tan(4.16 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span>) - 0.0163 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>) + 0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.35 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> - 5.87e-10');
data.setCell(6,0, 104);
data.setCell(6,1, 1);
data.setCell(6,2, 59);
data.setCell(6,3, '0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 2.77 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) + 7.65e-6 tan(4.16 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span>) - 0.0163 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>) + 0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.35 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> - 5.87e-10');
data.setCell(7,0, 110);
data.setCell(7,1, 1);
data.setCell(7,2, 51);
data.setCell(7,3, '0.0414 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 3.19 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) - 0.024 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>) + 0.00147 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.68 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> + 1.46e-12');
data.setCell(8,0, 116);
data.setCell(8,1, 1);
data.setCell(8,2, 59);
data.setCell(8,3, '0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 2.77 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) + 7.65e-6 tan(4.16 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span>) - 0.0163 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>) + 0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.35 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> - 5.87e-10');
data.setCell(9,0, 117);
data.setCell(9,1, 1);
data.setCell(9,2, 59);
data.setCell(9,3, '0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 2.77 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) + 7.65e-6 tan(4.16 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span>) - 0.0163 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>) + 0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.35 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> - 5.87e-10');
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data.setCell(10,3, '0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 2.77 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) + 7.65e-6 tan(4.16 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span>) - 0.0163 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>) + 0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.35 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> - 5.87e-10');
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data.setCell(11,3, '0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 2.77 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) + 7.65e-6 tan(4.16 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span>) - 0.0163 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>) + 0.00157 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">1</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.35 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> - 5.87e-10');
data.setCell(12,0, 130);
data.setCell(12,1, 1);
data.setCell(12,2, 51);
data.setCell(12,3, '0.0414 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> - 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 3.19 sin(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/4</span>) - 0.024 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>) + 0.00147 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 4.0 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 3.68 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> + 1.46e-12');
data.setCell(13,0, 134);
data.setCell(13,1, 0.619);
data.setCell(13,2, 32);
data.setCell(13,3, '0.734 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>) - 3.17e-4 tan(4.16 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span>) - 3.75 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 3.75 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 0.0044');
data.setCell(14,0, 140);
data.setCell(14,1, 0.649);
data.setCell(14,2, 35);
data.setCell(14,3, '1.04 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/8</span> - 0.667 tan(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>) - 0.00107 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> - 0.00107 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span> + 1.23e-6');
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<div style="text-align: left; margin-bottom: 50px;margin-top: 50px;margin-left: 15px;"><h2>GPTIPS pareto front report</h2><p>21-Jun-2016 18:50:27</p>
<p>Config file: symreg_config.m</p>
<p>Number of models on front: 26</p><p>Total models: 200</p><p style="margin-top: 30px;">This report shows the expressional complexity/performance characteristics (on training data) of symbolic models on the pareto front.</p><p>Numerical precision is reduced for display purposes.</p><p style="margin-bottom: 30px;">Click on column headers to sort models by expressional complexity and goodness of fit (R<sup>2</sup>).</p><div id="perf_table"></div>
<p style="color:gray;text-align:center;margin-top: 50px;">GPTIPS - the symbolic data mining platform for MATLAB</p><p style="color:gray;text-align:center;">&#169; Dominic Searson 2009-2015</p></div>
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